{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1d1e2d4b",
   "metadata": {},
   "source": [
    "# Half-cell models in PyBaMM\n",
    "\n",
    "PyBaMM supports both negative and positive half-cells. In both cases, the working electrode is considered to be the positive electrode and lithium metal the negative electrode. The difference is solely down to the material the positive electrode is made of. This notebook demonstrates how to simulate half-cells made of a range of materials."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a29a7b0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install pybamm -q  # install PyBaMM if it is not installed\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pybamm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b2e62ad",
   "metadata": {},
   "source": [
    "First, we introduce a random seed to ensure reproducibility of the results before running the simulation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7f30409c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f372aa29",
   "metadata": {},
   "source": [
    "To simulate a half-cell, pass `{\"working electrode\": \"positive\"}` to the options dictionary. This deletes the negative electrode and replaces it with lithium metal, which has a fixed open-circuit voltage of zero. First, we load the NMC-based positive half-cell studied by Xu _et al._ [15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "917bbc26",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = pybamm.lithium_ion.DFN({\"working electrode\": \"positive\"})\n",
    "param_nmc = pybamm.ParameterValues(\"Xu2019\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9453d7a",
   "metadata": {},
   "source": [
    "Start by simulating a pseudo-OCV cycle:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "84d7eeea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_slow = pybamm.Experiment(\n",
    "    [\"Discharge at C/25 until 3.5 V\", \"Charge at C/25 until 4.2 V\"]\n",
    ")\n",
    "sim1 = pybamm.Simulation(model, parameter_values=param_nmc, experiment=exp_slow)\n",
    "solver = pybamm.IDAKLUSolver()\n",
    "sol1 = sim1.solve(solver=solver)\n",
    "t = sol1[\"Time [s]\"].entries\n",
    "V = sol1[\"Voltage [V]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, V)\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Voltage [V]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "201272b5",
   "metadata": {},
   "source": [
    "The charge and discharge curves are the same, as expected. This is not the case for faster cycles:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f0778bb4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "At t = 285.669, , mxstep steps taken before reaching tout.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_fast = pybamm.Experiment(\n",
    "    [\"Discharge at 1C until 3.5 V\", \"Charge at 1C until 4.2 V\"]\n",
    ")\n",
    "sim2 = pybamm.Simulation(model, parameter_values=param_nmc, experiment=exp_fast)\n",
    "sol2 = sim2.solve(solver=solver)\n",
    "t = sol2[\"Time [s]\"].entries\n",
    "V = sol2[\"Voltage [V]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, V)\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Voltage [V]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "523a222f",
   "metadata": {},
   "source": [
    "Next, load a negative half-cell with a graphite-silicon composite as the positive electrode. This is the negative half of the full cell studied by O'Kane _et al._ [12] and therefore supports all the degradation mechanisms included in that paper. Just like in the [coupled degradation notebook](https://docs.pybamm.org/en/latest/source/examples/notebooks/models/coupled-degradation.html), use the options dictionary to switch the mechanisms on and off. Unlike for a full cell, the `SEI` option applies to the lithium metal electrode as well as the positive electrode. To set different options for each, use a 2-tuple. The `SEI on cracks` and `lithium plating` options do not work on the lithium metal electrode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "af6e5dfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_with_degradation = pybamm.lithium_ion.DFN(\n",
    "    {\n",
    "        \"working electrode\": \"positive\",\n",
    "        \"SEI\": \"reaction limited\",  # SEI on both electrodes\n",
    "        \"SEI porosity change\": \"true\",\n",
    "        \"particle mechanics\": \"swelling and cracking\",\n",
    "        \"SEI on cracks\": \"true\",\n",
    "        \"lithium plating\": \"partially reversible\",\n",
    "        \"lithium plating porosity change\": \"true\",  # alias for \"SEI porosity change\"\n",
    "    }\n",
    ")\n",
    "param_GrSi = pybamm.ParameterValues(\"OKane2022_graphite_SiOx_halfcell\")\n",
    "param_GrSi.update({\"SEI reaction exchange current density [A.m-2]\": 1.5e-07})\n",
    "var_pts = {\"x_n\": 1, \"x_s\": 5, \"x_p\": 7, \"r_n\": 1, \"r_p\": 30}\n",
    "exp_degradation = pybamm.Experiment(\n",
    "    [\"Charge at 0.3C until 1.5 V\", \"Discharge at 0.3C until 0.005 V\"]\n",
    ")\n",
    "sim3 = pybamm.Simulation(\n",
    "    model_with_degradation,\n",
    "    parameter_values=param_GrSi,\n",
    "    experiment=exp_degradation,\n",
    "    var_pts=var_pts,\n",
    ")\n",
    "sol3 = sim3.solve(solver=solver)\n",
    "t = sol3[\"Time [s]\"].entries\n",
    "V = sol3[\"Voltage [V]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, V)\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Voltage [V]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21bab951",
   "metadata": {},
   "source": [
    "In order to get SEI growth to work on both electrodes, we had to add domains to the names of the degradation variables. Bear this in mind when writing your code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e66f0384",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Q_SEI_n = sol3[\"Loss of capacity to negative SEI [A.h]\"].entries\n",
    "Q_SEI_p = sol3[\"Loss of capacity to positive SEI [A.h]\"].entries\n",
    "Q_SEI_cr = sol3[\"Loss of capacity to positive SEI on cracks [A.h]\"].entries\n",
    "Q_pl = sol3[\"Loss of capacity to positive lithium plating [A.h]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, Q_SEI_n, label=\"Negative SEI\")\n",
    "plt.plot(t, Q_SEI_p, label=\"Positive SEI\")\n",
    "plt.plot(t, Q_SEI_cr, label=\"SEI on cracks\")\n",
    "plt.plot(t, Q_pl, label=\"Lithium plating\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Loss of lithium inventory [A.h]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbc7da60",
   "metadata": {},
   "source": [
    "The SEI growth is slow compared to the reversible component of the lithium plating. What happens if the SEI growth rate is increased?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "71ec63ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "param_GrSi.update({\"SEI reaction exchange current density [A.m-2]\": 6e-07})\n",
    "sim4 = pybamm.Simulation(\n",
    "    model_with_degradation,\n",
    "    parameter_values=param_GrSi,\n",
    "    experiment=exp_degradation,\n",
    "    var_pts=var_pts,\n",
    ")\n",
    "sol4 = sim4.solve(solver=solver)\n",
    "t = sol4[\"Time [s]\"].entries\n",
    "V = sol4[\"Voltage [V]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, V)\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Voltage [V]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "123f46f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Q_SEI_n = sol4[\"Loss of capacity to negative SEI [A.h]\"].entries\n",
    "Q_SEI_p = sol4[\"Loss of capacity to positive SEI [A.h]\"].entries\n",
    "Q_SEI_cr = sol4[\"Loss of capacity to positive SEI on cracks [A.h]\"].entries\n",
    "Q_pl = sol4[\"Loss of capacity to positive lithium plating [A.h]\"].entries\n",
    "plt.figure()\n",
    "plt.plot(t, Q_SEI_n, label=\"Negative SEI\")\n",
    "plt.plot(t, Q_SEI_p, label=\"Positive SEI\")\n",
    "plt.plot(t, Q_SEI_cr, label=\"SEI on cracks\")\n",
    "plt.plot(t, Q_pl, label=\"Lithium plating\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Loss of lithium inventory [A.h]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e900be5",
   "metadata": {},
   "source": [
    "The additional SEI increases the cell resistance, preventing the graphite-silicon composite from being fully lithiated, so there is less plating than before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "faa82d38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[4] Chang-Hui Chen, Ferran Brosa Planella, Kieran O'Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models. Journal of The Electrochemical Society, 167(8):080534, 2020. doi:10.1149/1945-7111/ab9050.\n",
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      "\n"
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